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Medusa: A Framework for Collaborative Development of Foundation Models with Automated Parameter Ownership Assignment
Foundation models (FMs) have become the backbone of intelligent systems. Collaborative development of FMs enables multiple teams to …
Dezhi Ran, Yuan Cao, Yuzhe Guo, Yuetong Li, Mengzhou Wu, Simin Chen, Wei Yang, Tao Xie
DeciX: Explain Deep Learning Based Code Generation Applications
Deep learning-based code generation (DL-CG) applications have shown great potential for assisting developers in programming with …
Simin Chen, Zexin Li, Wei Yang, Cong Liu
PPM: Automated Generation of Diverse Programming Problems for Benchmarking Code Generation Models
In recent times, a plethora of Large Code Generation Models (LCGMs) have been proposed, showcasing significant potential in assisting …
Simin Chen, Xiaoning Feng, Xiaohong Han, Cong Liu, Wei Yang
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Dynamic Transformer Provide a False Sense of Efficiency
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Yiming Chen, Simin Chen, Zexin Li, Wei Yang, Cong Liu, Robby Tan, Haizhou Li
The Dark Side of Dynamic Routing Neural Networks: Towards Efficiency Backdoor Injection
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Simin Chen, Hanlin Chen, Mirazul Haque, Cong Liu, Wei Yang
Sibling-Attack: Rethinking Transferable Adversarial Attacks against Face Recognition
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Zexin Li, Bangjie Yin, Taiping Yao, Junfeng Guo, Shouhong Ding, Simin Chen, Cong Liu
DyCL: Dynamic Neural Network Compilation Via Program Rewriting and Graph Optimization
The deep learning (DL) compiler is a fundamental piece of infrastructure that enables the deployment of deep neural networks on various …
Simin Chen, Shiyi Wei, Cong Liu, Wei Yang
DeepPerform: An Efficient Approach for Performance Testing of Resource-Constrained Neural Networks
Today, an increasing number of Adaptive Deep Neural Networks (AdNNs) are being used to make decisions on resource-constrained embedded …
Simin Chen, Mirazul Haque, Cong Liu, Wei Yang
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NMTSloth: Understanding and Testing Efficiency Degradation of Neural Machine Translation Systems
Neural Machine Translation (NMT) systems have received much recent attention due to their human-level accuracy. While existing works …
Simin Chen, Cong Liu, Mirazul Haque, Zihe Song, Wei Yang
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Learning to Reverse DNNs from AI Programs Automatically
With the privatization deployment of DNNs on edge devices, the security of on-device DNNs has raised great concern. To quantify model …
Simin Chen, Hamed Khanpour, Cong Liu, Wei Yang
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